Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	1200
Missing cells	122
Missing cells (%)	0.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	197.0 KiB
Average record size in memory	168.1 B

Variable types

Numeric	10
Categorical	3
Boolean	8

Alerts

`Medical_History` has 122 (10.2%) missing values	Missing
`ID` is uniformly distributed	Uniform
`ID` has unique values	Unique
`Panic_Attack_Frequency` has 130 (10.8%) zeros	Zeros
`Caffeine_Intake` has 199 (16.6%) zeros	Zeros
`Exercise_Frequency` has 198 (16.5%) zeros	Zeros
`Alcohol_Consumption` has 127 (10.6%) zeros	Zeros

Reproduction

Analysis started	2025-01-19 16:12:47.172939
Analysis finished	2025-01-19 16:12:59.767379
Duration	12.59 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

ID
Real number (ℝ)

Uniform Unique

Distinct	1200
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	600.5

Minimum	1
Maximum	1200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	1
5-th percentile	60.95
Q1	300.75
median	600.5
Q3	900.25
95-th percentile	1140.05
Maximum	1200
Range	1199
Interquartile range (IQR)	599.5

Descriptive statistics

Standard deviation	346.55447
Coefficient of variation (CV)	0.57710986
Kurtosis	-1.2
Mean	600.5
Median Absolute Deviation (MAD)	300
Skewness	0
Sum	720600
Variance	120100
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.1%
807	1	0.1%
805	1	0.1%
804	1	0.1%
803	1	0.1%
802	1	0.1%
801	1	0.1%
800	1	0.1%
799	1	0.1%
798	1	0.1%
Other values (1190)	1190	99.2%

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
1200	1	0.1%
1199	1	0.1%
1198	1	0.1%
1197	1	0.1%
1196	1	0.1%
1195	1	0.1%
1194	1	0.1%
1193	1	0.1%
1192	1	0.1%
1191	1	0.1%

Age
Real number (ℝ)

Distinct	47
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.134167

Minimum	18
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	29
median	42
Q3	53
95-th percentile	62
Maximum	64
Range	46
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	13.543412
Coefficient of variation (CV)	0.32924971
Kurtosis	-1.1716845
Mean	41.134167
Median Absolute Deviation (MAD)	12
Skewness	-0.059035943
Sum	49361
Variance	183.42402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
43	40	3.3%
50	39	3.2%
64	34	2.8%
52	33	2.8%
54	33	2.8%
45	31	2.6%
22	31	2.6%
42	30	2.5%
19	29	2.4%
18	29	2.4%
Other values (37)	871	72.6%

Value	Count	Frequency (%)
18	29	2.4%
19	29	2.4%
20	25	2.1%
21	23	1.9%
22	31	2.6%
23	27	2.2%
24	17	1.4%
25	29	2.4%
26	24	2.0%
27	22	1.8%

Value	Count	Frequency (%)
64	34	2.8%
63	16	1.3%
62	28	2.3%
61	26	2.2%
60	17	1.4%
59	20	1.7%
58	21	1.8%
57	28	2.3%
56	28	2.3%
55	22	1.8%

Gender
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.5 KiB

Female	549
Male	537
Non-binary	114

Length

Max length	10
Median length	6
Mean length	5.485
Min length	4

Characters and Unicode

Total characters	6582
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Female
4th row	Male
5th row	Non-binary

Common Values

Value	Count	Frequency (%)
Female	549	45.8%
Male	537	44.8%
Non-binary	114	9.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	549	45.8%
male	537	44.8%
non-binary	114	9.5%

Most occurring characters

Value	Count	Frequency (%)
e	1635	24.8%
a	1200	18.2%
l	1086	16.5%
F	549	8.3%
m	549	8.3%
M	537	8.2%
n	228	3.5%
N	114	1.7%
o	114	1.7%
-	114	1.7%
Other values (4)	456	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6582	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1635	24.8%
a	1200	18.2%
l	1086	16.5%
F	549	8.3%
m	549	8.3%
M	537	8.2%
n	228	3.5%
N	114	1.7%
o	114	1.7%
-	114	1.7%
Other values (4)	456	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6582	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1635	24.8%
a	1200	18.2%
l	1086	16.5%
F	549	8.3%
m	549	8.3%
M	537	8.2%
n	228	3.5%
N	114	1.7%
o	114	1.7%
-	114	1.7%
Other values (4)	456	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6582	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1635	24.8%
a	1200	18.2%
l	1086	16.5%
F	549	8.3%
m	549	8.3%
M	537	8.2%
n	228	3.5%
N	114	1.7%
o	114	1.7%
-	114	1.7%
Other values (4)	456	6.9%

Panic_Attack_Frequency
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4125

Minimum	0
Maximum	9
Zeros	130
Zeros (%)	10.8%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8476484
Coefficient of variation (CV)	0.64535941
Kurtosis	-1.2176754
Mean	4.4125
Median Absolute Deviation (MAD)	2
Skewness	0.013703994
Sum	5295
Variance	8.1091013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	130	10.8%
2	130	10.8%
7	128	10.7%
8	127	10.6%
5	124	10.3%
4	122	10.2%
3	122	10.2%
1	110	9.2%
6	108	9.0%
9	99	8.2%

Value	Count	Frequency (%)
0	130	10.8%
1	110	9.2%
2	130	10.8%
3	122	10.2%
4	122	10.2%
5	124	10.3%
6	108	9.0%
7	128	10.7%
8	127	10.6%
9	99	8.2%

Value	Count	Frequency (%)
9	99	8.2%
8	127	10.6%
7	128	10.7%
6	108	9.0%
5	124	10.3%
4	122	10.2%
3	122	10.2%
2	130	10.8%
1	110	9.2%
0	130	10.8%

Duration_Minutes
Real number (ℝ)

Distinct	40
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.3925

Minimum	5
Maximum	44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	15
median	24
Q3	34
95-th percentile	43
Maximum	44
Range	39
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.39993
Coefficient of variation (CV)	0.46735391
Kurtosis	-1.1391063
Mean	24.3925
Median Absolute Deviation (MAD)	10
Skewness	0.039993859
Sum	29271
Variance	129.95841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
21	40	3.3%
36	39	3.2%
44	39	3.2%
19	38	3.2%
17	37	3.1%
26	37	3.1%
32	34	2.8%
39	33	2.8%
42	33	2.8%
27	33	2.8%
Other values (30)	837	69.8%

Value	Count	Frequency (%)
5	28	2.3%
6	28	2.3%
7	32	2.7%
8	29	2.4%
9	30	2.5%
10	29	2.4%
11	21	1.8%
12	32	2.7%
13	29	2.4%
14	32	2.7%

Value	Count	Frequency (%)
44	39	3.2%
43	27	2.2%
42	33	2.8%
41	23	1.9%
40	21	1.8%
39	33	2.8%
38	22	1.8%
37	22	1.8%
36	39	3.2%
35	25	2.1%

Trigger
Categorical

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	9.5 KiB

Unknown	206
PTSD	205
Phobia	203
Caffeine	202
Social Anxiety	197

Length

Max length	14
Median length	7
Mean length	7.48
Min length	4

Characters and Unicode

Total characters	8976
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Caffeine
2nd row	Stress
3rd row	PTSD
4th row	Caffeine
5th row	Caffeine

Common Values

Value	Count	Frequency (%)
Unknown	206	17.2%
PTSD	205	17.1%
Phobia	203	16.9%
Caffeine	202	16.8%
Social Anxiety	197	16.4%
Stress	187	15.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unknown	206	14.7%
ptsd	205	14.7%
phobia	203	14.5%
caffeine	202	14.5%
social	197	14.1%
anxiety	197	14.1%
stress	187	13.4%

Most occurring characters

Value	Count	Frequency (%)
n	1017	11.3%
i	799	8.9%
e	788	8.8%
o	606	6.8%
a	602	6.7%
S	589	6.6%
P	408	4.5%
f	404	4.5%
t	384	4.3%
s	374	4.2%
Other values (15)	3005	33.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8976	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1017	11.3%
i	799	8.9%
e	788	8.8%
o	606	6.8%
a	602	6.7%
S	589	6.6%
P	408	4.5%
f	404	4.5%
t	384	4.3%
s	374	4.2%
Other values (15)	3005	33.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8976	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1017	11.3%
i	799	8.9%
e	788	8.8%
o	606	6.8%
a	602	6.7%
S	589	6.6%
P	408	4.5%
f	404	4.5%
t	384	4.3%
s	374	4.2%
Other values (15)	3005	33.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8976	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1017	11.3%
i	799	8.9%
e	788	8.8%
o	606	6.8%
a	602	6.7%
S	589	6.6%
P	408	4.5%
f	404	4.5%
t	384	4.3%
s	374	4.2%
Other values (15)	3005	33.5%

Heart_Rate
Real number (ℝ)

Distinct	80
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.3025

Minimum	80
Maximum	159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	80
5-th percentile	83
Q1	100
median	121
Q3	141
95-th percentile	156
Maximum	159
Range	79
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	23.369912
Coefficient of variation (CV)	0.19425957
Kurtosis	-1.2119262
Mean	120.3025
Median Absolute Deviation (MAD)	21
Skewness	-0.035392565
Sum	144363
Variance	546.15279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	24	2.0%
150	22	1.8%
121	22	1.8%
96	22	1.8%
137	21	1.8%
128	21	1.8%
81	20	1.7%
89	20	1.7%
159	20	1.7%
148	19	1.6%
Other values (70)	989	82.4%

Value	Count	Frequency (%)
80	17	1.4%
81	20	1.7%
82	16	1.3%
83	13	1.1%
84	11	0.9%
85	11	0.9%
86	15	1.2%
87	7	0.6%
88	13	1.1%
89	20	1.7%

Value	Count	Frequency (%)
159	20	1.7%
158	18	1.5%
157	15	1.2%
156	18	1.5%
155	17	1.4%
154	14	1.2%
153	17	1.4%
152	11	0.9%
151	15	1.2%
150	22	1.8%

Sweating
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

True	836
False	364

Value	Count	Frequency (%)
True	836	69.7%
False	364	30.3%

Shortness_of_Breath
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

True	746
False	454

Value	Count	Frequency (%)
True	746	62.2%
False	454	37.8%

Dizziness
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

True	620
False	580

Value	Count	Frequency (%)
True	620	51.7%
False	580	48.3%

Chest_Pain
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

False	713
True	487

Value	Count	Frequency (%)
False	713	59.4%
True	487	40.6%

Trembling
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

False	610
True	590

Value	Count	Frequency (%)
False	610	50.8%
True	590	49.2%

Medical_History
Categorical

Missing

Distinct	3
Distinct (%)	0.3%
Missing	122
Missing (%)	10.2%
Memory size	9.5 KiB

Anxiety	492
Depression	349
PTSD	237

Length

Max length	10
Median length	7
Mean length	7.3116883
Min length	4

Characters and Unicode

Total characters	7882
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Anxiety
2nd row	PTSD
3rd row	Depression
4th row	Depression
5th row	Depression

Common Values

Value	Count	Frequency (%)
Anxiety	492	41.0%
Depression	349	29.1%
PTSD	237	19.8%
(Missing)	122	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
anxiety	492	45.6%
depression	349	32.4%
ptsd	237	22.0%

Most occurring characters

Value	Count	Frequency (%)
e	1190	15.1%
n	841	10.7%
i	841	10.7%
s	698	8.9%
D	586	7.4%
A	492	6.2%
x	492	6.2%
t	492	6.2%
y	492	6.2%
p	349	4.4%
Other values (5)	1409	17.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7882	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1190	15.1%
n	841	10.7%
i	841	10.7%
s	698	8.9%
D	586	7.4%
A	492	6.2%
x	492	6.2%
t	492	6.2%
y	492	6.2%
p	349	4.4%
Other values (5)	1409	17.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7882	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1190	15.1%
n	841	10.7%
i	841	10.7%
s	698	8.9%
D	586	7.4%
A	492	6.2%
x	492	6.2%
t	492	6.2%
y	492	6.2%
p	349	4.4%
Other values (5)	1409	17.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7882	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1190	15.1%
n	841	10.7%
i	841	10.7%
s	698	8.9%
D	586	7.4%
A	492	6.2%
x	492	6.2%
t	492	6.2%
y	492	6.2%
p	349	4.4%
Other values (5)	1409	17.9%

Medication
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

False	700
True	500

Value	Count	Frequency (%)
False	700	58.3%
True	500	41.7%

Caffeine_Intake
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5391667

Minimum	0
Maximum	5
Zeros	199
Zeros (%)	16.6%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7168544
Coefficient of variation (CV)	0.67614875
Kurtosis	-1.275038
Mean	2.5391667
Median Absolute Deviation (MAD)	1
Skewness	-0.034929421
Sum	3047
Variance	2.947589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	209	17.4%
4	204	17.0%
3	200	16.7%
0	199	16.6%
2	198	16.5%
1	190	15.8%

Value	Count	Frequency (%)
0	199	16.6%
1	190	15.8%
2	198	16.5%
3	200	16.7%
4	204	17.0%
5	209	17.4%

Value	Count	Frequency (%)
5	209	17.4%
4	204	17.0%
3	200	16.7%
2	198	16.5%
1	190	15.8%
0	199	16.6%

Exercise_Frequency
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.955

Minimum	0
Maximum	6
Zeros	198
Zeros (%)	16.5%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0615164
Coefficient of variation (CV)	0.69763668
Kurtosis	-1.3125954
Mean	2.955
Median Absolute Deviation (MAD)	2
Skewness	0.023839904
Sum	3546
Variance	4.2498499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	198	16.5%
6	182	15.2%
5	170	14.2%
1	170	14.2%
3	162	13.5%
2	162	13.5%
4	156	13.0%

Value	Count	Frequency (%)
0	198	16.5%
1	170	14.2%
2	162	13.5%
3	162	13.5%
4	156	13.0%
5	170	14.2%
6	182	15.2%

Value	Count	Frequency (%)
6	182	15.2%
5	170	14.2%
4	156	13.0%
3	162	13.5%
2	162	13.5%
1	170	14.2%
0	198	16.5%

Sleep_Hours
Real number (ℝ)

Distinct	51
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4815833

Minimum	4
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	4
5-th percentile	4.3
Q1	5.3
median	6.5
Q3	7.6
95-th percentile	8.8
Maximum	9
Range	5
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	1.4056252
Coefficient of variation (CV)	0.21686449
Kurtosis	-1.1395614
Mean	6.4815833
Median Absolute Deviation (MAD)	1.2
Skewness	0.050981698
Sum	7777.9
Variance	1.9757823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.8	38	3.2%
7.5	33	2.8%
6	31	2.6%
5.6	31	2.6%
7.1	31	2.6%
7	30	2.5%
8.9	29	2.4%
5.9	28	2.3%
8.8	28	2.3%
6.9	28	2.3%
Other values (41)	893	74.4%

Value	Count	Frequency (%)
4	10	0.8%
4.1	18	1.5%
4.2	27	2.2%
4.3	18	1.5%
4.4	19	1.6%
4.5	19	1.6%
4.6	20	1.7%
4.7	24	2.0%
4.8	38	3.2%
4.9	24	2.0%

Value	Count	Frequency (%)
9	4	0.3%
8.9	29	2.4%
8.8	28	2.3%
8.7	23	1.9%
8.6	19	1.6%
8.5	24	2.0%
8.4	25	2.1%
8.3	20	1.7%
8.2	22	1.8%
8.1	21	1.8%

Alcohol_Consumption
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4166667

Minimum	0
Maximum	9
Zeros	127
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.9025982
Coefficient of variation (CV)	0.65719205
Kurtosis	-1.2362013
Mean	4.4166667
Median Absolute Deviation (MAD)	2.5
Skewness	0.043116357
Sum	5300
Variance	8.4250765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	132	11.0%
6	129	10.8%
0	127	10.6%
9	125	10.4%
2	121	10.1%
5	120	10.0%
3	117	9.8%
4	113	9.4%
8	112	9.3%
7	104	8.7%

Value	Count	Frequency (%)
0	127	10.6%
1	132	11.0%
2	121	10.1%
3	117	9.8%
4	113	9.4%
5	120	10.0%
6	129	10.8%
7	104	8.7%
8	112	9.3%
9	125	10.4%

Value	Count	Frequency (%)
9	125	10.4%
8	112	9.3%
7	104	8.7%
6	129	10.8%
5	120	10.0%
4	113	9.4%
3	117	9.8%
2	121	10.1%
1	132	11.0%
0	127	10.6%

Smoking
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

False	875
True	325

Value	Count	Frequency (%)
False	875	72.9%
True	325	27.1%

Therapy
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

True	605
False	595

Value	Count	Frequency (%)
True	605	50.4%
False	595	49.6%

Panic_Score
Real number (ℝ)

Distinct	10
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5691667

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.7931555
Coefficient of variation (CV)	0.50153921
Kurtosis	-1.1532939
Mean	5.5691667
Median Absolute Deviation (MAD)	2
Skewness	-0.021647301
Sum	6683
Variance	7.8017174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	139	11.6%
5	130	10.8%
6	128	10.7%
7	123	10.2%
9	123	10.2%
8	120	10.0%
10	113	9.4%
2	111	9.2%
3	108	9.0%
1	105	8.8%

Value	Count	Frequency (%)
1	105	8.8%
2	111	9.2%
3	108	9.0%
4	139	11.6%
5	130	10.8%
6	128	10.7%
7	123	10.2%
8	120	10.0%
9	123	10.2%
10	113	9.4%

Value	Count	Frequency (%)
10	113	9.4%
9	123	10.2%
8	120	10.0%
7	123	10.2%
6	128	10.7%
5	130	10.8%
4	139	11.6%
3	108	9.0%
2	111	9.2%
1	105	8.8%

Interactions

Correlations

	Age	Alcohol_Consumption	Caffeine_Intake	Chest_Pain	Dizziness	Duration_Minutes	Exercise_Frequency	Gender	Heart_Rate	ID	Medical_History	Medication	Panic_Attack_Frequency	Panic_Score	Shortness_of_Breath	Sleep_Hours	Smoking	Sweating	Therapy	Trembling	Trigger
Age	1.000	0.028	0.002	0.000	0.000	0.051	0.013	0.000	-0.003	0.002	0.041	0.000	-0.016	-0.009	0.000	0.041	0.000	0.098	0.000	0.065	0.000
Alcohol_Consumption	0.028	1.000	-0.010	0.021	0.051	-0.021	0.009	0.000	0.035	0.005	0.058	0.000	-0.019	0.037	0.000	0.071	0.046	0.000	0.000	0.000	0.000
Caffeine_Intake	0.002	-0.010	1.000	0.000	0.000	-0.032	0.007	0.000	0.009	0.052	0.049	0.000	0.001	-0.009	0.029	0.017	0.000	0.045	0.000	0.000	0.027
Chest_Pain	0.000	0.021	0.000	1.000	0.000	0.000	0.000	0.040	0.000	0.000	0.051	0.000	0.000	0.070	0.000	0.078	0.000	0.044	0.000	0.000	0.054
Dizziness	0.000	0.051	0.000	0.000	1.000	0.000	0.000	0.025	0.000	0.033	0.012	0.000	0.000	0.064	0.000	0.000	0.000	0.000	0.000	0.000	0.069
Duration_Minutes	0.051	-0.021	-0.032	0.000	0.000	1.000	-0.012	0.000	-0.001	0.014	0.000	0.000	-0.046	0.004	0.071	-0.010	0.000	0.000	0.000	0.000	0.000
Exercise_Frequency	0.013	0.009	0.007	0.000	0.000	-0.012	1.000	0.000	-0.001	-0.042	0.065	0.097	0.000	0.003	0.065	0.011	0.000	0.000	0.000	0.072	0.000
Gender	0.000	0.000	0.000	0.040	0.025	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.026	0.057	0.000	0.037	0.000	0.036	0.000	0.000	0.000
Heart_Rate	-0.003	0.035	0.009	0.000	0.000	-0.001	-0.001	0.000	1.000	0.022	0.000	0.059	0.035	-0.006	0.048	-0.004	0.000	0.000	0.000	0.039	0.000
ID	0.002	0.005	0.052	0.000	0.033	0.014	-0.042	0.000	0.022	1.000	0.000	0.000	0.011	-0.010	0.000	0.015	0.026	0.000	0.000	0.035	0.037
Medical_History	0.041	0.058	0.049	0.051	0.012	0.000	0.065	0.000	0.000	0.000	1.000	0.017	0.030	0.017	0.066	0.000	0.000	0.000	0.000	0.036	0.000
Medication	0.000	0.000	0.000	0.000	0.000	0.000	0.097	0.000	0.059	0.000	0.017	1.000	0.066	0.049	0.000	0.000	0.000	0.000	0.003	0.032	0.065
Panic_Attack_Frequency	-0.016	-0.019	0.001	0.000	0.000	-0.046	0.000	0.026	0.035	0.011	0.030	0.066	1.000	-0.005	0.068	-0.006	0.000	0.000	0.023	0.046	0.000
Panic_Score	-0.009	0.037	-0.009	0.070	0.064	0.004	0.003	0.057	-0.006	-0.010	0.017	0.049	-0.005	1.000	0.000	0.017	0.047	0.065	0.000	0.061	0.017
Shortness_of_Breath	0.000	0.000	0.029	0.000	0.000	0.071	0.065	0.000	0.048	0.000	0.066	0.000	0.068	0.000	1.000	0.069	0.000	0.000	0.016	0.000	0.047
Sleep_Hours	0.041	0.071	0.017	0.078	0.000	-0.010	0.011	0.037	-0.004	0.015	0.000	0.000	-0.006	0.017	0.069	1.000	0.000	0.000	0.053	0.066	0.000
Smoking	0.000	0.046	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.026	0.000	0.000	0.000	0.047	0.000	0.000	1.000	0.050	0.000	0.000	0.000
Sweating	0.098	0.000	0.045	0.044	0.000	0.000	0.000	0.036	0.000	0.000	0.000	0.000	0.000	0.065	0.000	0.000	0.050	1.000	0.000	0.000	0.095
Therapy	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.023	0.000	0.016	0.053	0.000	0.000	1.000	0.008	0.000
Trembling	0.065	0.000	0.000	0.000	0.000	0.000	0.072	0.000	0.039	0.035	0.036	0.032	0.046	0.061	0.000	0.066	0.000	0.000	0.008	1.000	0.000
Trigger	0.000	0.000	0.027	0.054	0.069	0.000	0.000	0.000	0.000	0.037	0.000	0.065	0.000	0.017	0.047	0.000	0.000	0.095	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	ID	Age	Gender	Panic_Attack_Frequency	Duration_Minutes	Trigger	Heart_Rate	Sweating	Shortness_of_Breath	Dizziness	Chest_Pain	Trembling	Medical_History	Medication	Caffeine_Intake	Exercise_Frequency	Sleep_Hours	Alcohol_Consumption	Smoking	Therapy	Panic_Score
0	1	56	Female	9	5	Caffeine	134	Yes	No	Yes	Yes	No	Anxiety	No	2	3	6.4	5	Yes	Yes	5
1	2	46	Male	8	9	Stress	139	Yes	Yes	No	No	No	PTSD	Yes	2	5	5.0	3	No	Yes	7
2	3	32	Female	6	31	PTSD	141	No	Yes	Yes	No	No	Depression	No	4	0	8.3	8	No	Yes	7
3	4	60	Male	5	20	Caffeine	109	Yes	Yes	No	No	Yes	Depression	No	3	3	5.3	8	No	No	1
4	5	25	Non-binary	6	10	Caffeine	101	Yes	No	Yes	Yes	Yes	Depression	No	3	6	7.2	2	No	No	5
5	6	38	Male	0	44	Social Anxiety	154	Yes	Yes	Yes	No	No	Depression	Yes	1	4	4.8	6	No	No	8
6	7	56	Male	0	17	PTSD	108	Yes	Yes	Yes	No	No	Anxiety	No	0	6	6.0	4	Yes	Yes	7
7	8	36	Male	7	39	PTSD	120	Yes	No	No	Yes	Yes	PTSD	No	0	4	8.5	8	No	Yes	2
8	9	40	Non-binary	1	23	Unknown	121	Yes	No	No	Yes	No	Anxiety	No	4	5	4.8	1	No	Yes	8
9	10	28	Female	9	16	Caffeine	144	No	No	Yes	No	Yes	Anxiety	No	4	6	7.3	2	No	Yes	2

	ID	Age	Gender	Panic_Attack_Frequency	Duration_Minutes	Trigger	Heart_Rate	Sweating	Shortness_of_Breath	Dizziness	Chest_Pain	Trembling	Medical_History	Medication	Caffeine_Intake	Exercise_Frequency	Sleep_Hours	Alcohol_Consumption	Smoking	Therapy	Panic_Score
1190	1191	60	Female	3	30	PTSD	107	Yes	Yes	Yes	Yes	No	Depression	No	5	4	7.4	2	Yes	Yes	1
1191	1192	61	Male	7	31	Phobia	156	No	Yes	Yes	No	Yes	NaN	No	3	2	8.8	9	No	No	4
1192	1193	41	Female	2	31	Unknown	80	Yes	No	No	Yes	No	NaN	Yes	0	3	6.1	2	No	No	3
1193	1194	42	Female	5	19	Stress	139	Yes	No	Yes	No	Yes	Anxiety	No	0	5	4.4	4	Yes	No	2
1194	1195	24	Non-binary	8	12	Unknown	135	Yes	Yes	No	No	Yes	PTSD	Yes	4	4	4.6	3	No	No	2
1195	1196	23	Female	0	11	Stress	114	Yes	Yes	Yes	No	Yes	Depression	Yes	5	3	7.9	5	No	Yes	8
1196	1197	41	Male	0	44	Stress	109	Yes	No	No	No	Yes	Anxiety	Yes	4	3	4.3	7	No	Yes	1
1197	1198	50	Male	7	16	Phobia	133	No	Yes	Yes	No	No	Depression	Yes	1	0	8.5	7	No	Yes	8
1198	1199	46	Male	2	17	Unknown	115	Yes	Yes	No	No	Yes	Anxiety	No	4	5	5.4	3	Yes	Yes	9
1199	1200	60	Male	4	21	Stress	134	Yes	Yes	No	No	Yes	Depression	Yes	3	4	8.5	0	No	No	6

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample